Lightweight GenAI for Network Traffic Synthesis: Fidelity, Augmentation, and Classification

ArXi:2603.25507v1 Announce Type: cross Accurate Network Traffic Classification (NTC) is increasingly constrained by limited labeled data and strict privacy requirements. While Network Traffic Generation (NTG) provides an effective means to mitigate data scarcity, conventional generative methods struggle to model the complex temporal dynamics of modern traffic or/and often incur significant computational cost.